Some Observations from the deliveries dataset: > A total of 179078 rows and 21 columns are present. > The values in the columns viz., player_dismissed,dismissal_kind and fielder have null values, while all other columns have non null values > The columns such as batting team,bowling team,batsman, nonsticker, bowler, player_dismissed, dismissal kind and fielder have obect data types, while all other columns have int64 datatype > Maximum balls thrown in an over is 9. > Maximum runs scored in an over is 10.
Some observations from matches dataset: > The matches dataset have 756 rows and 18 columns > The columns id,season,dl_applied, win_by_runs and win_by_wickets are int64 datatype, while other columns are objects. > The maximum runs by which a team won is 146 and maximum wickets a team won is 10.
# These insights is for IPL teams that played between the period of 2008 to 2019.The following are the insights abtained from the above analysis, that might be helpful to make data based decision making. > The Mumbai Indians IPL team scored the highest runs compared to all other teams, followed by Royal Challengers Banglaore. > The Mumbai Indians played the highest total matches (110) with the winning outcome. The second higher matchs played with winning outcome is of chennai superkings (100). > Virat Kohli of Royal Challenges Bangalore scored the highest runs (5616) followed by Suresh K Raina of Chennai super kings scored the next highest runs (4779). > S L Maliga of Mumai indian IPL team is top bowler with highest wicket of 188. Also S K Naire of kolkota knight riders is the second follower in top bowlers list with a total wicket of 137. > Harbajan Singh of Mumbai indian is the top bowler with most wide balls of 3451 wides. > Out of the total dismissals happened in the IPL matches for these mentioned period of 2008 to 2019 the top way (62.2%) of dismissal of a player is through a catch. > S A Yadav and B Chipli are the bowlers with most wide balls in the IPL matches happened between 2008 to 2019. > The average win by runs of chennai super kings is 17.78 and that of Mumbai indians is 17.11 > Rajasthan royals have the highest win of 13 in the year 2008 and Mumbai Indians have a total win of 11 in year 2019. > Mumbai is the city with most IPL matches (100) happened and Kolkota hosted a total of 77 matches. > Mumabai indians have the highest winning match history with 109 wins. > CH Gayle have won the man of the match awards around total 11 with 6 times in 2011 and 5 times in the year 2012. > AB de williams won the man of the match awards most times with of total of 18. > The important factor which contributed for the higher win of Mumbai indian is because of most of matches where, Mumbai indians won happened at Wankhede stadium in Mumbai. > The Mumbai indian team can be endorsed by a company for their products. Also Virat Kohi, S L maliga, C H Gayle, AB de williams can also be endrosed by the company as brand ambassdors, due to their higher acheivement and popularity in the entire theme of IPL seasons.